{"id":"W4214571206","doi":"10.1097/prs.0000000000008972","title":"Spotlight in Plastic Surgery: April 2022","year":2022,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002294251,0.001356162,0.0009446554,0.003166419,0.001621895,0.008081397,0.001239485,0.004898119,0.353443],"category_scores_gemma":[0.008162222,0.000708291,0.001154214,0.001868889,0.001085705,0.003627789,0.00176345,0.004021319,0.1759354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001870156,"about_ca_system_score_gemma":0.002270617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001273503,"about_ca_topic_score_gemma":0.002981349,"domain_scores_codex":[0.9978743,0.0002366858,0.0001787,0.0002269348,0.001221586,0.0002618431],"domain_scores_gemma":[0.9908044,0.001395868,0.0005980188,0.0003499612,0.00434868,0.002503098],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005131015,0.00001975634,0.00007389283,0.0001475093,0.00000398448,0.00006187227,0.0000064955,0.00001869333,0.0001733203,0.0005533076,0.9719869,0.02690284],"study_design_scores_gemma":[0.00002110799,0.00002985813,0.0003435972,0.0002766961,0.000002982587,0.0001197455,0.00002134689,0.00003100893,0.00009345785,0.0003571335,0.9986952,0.000007998025],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0008988854,0.02888154,0.0009157711,0.06492174,0.6670411,0.0002519317,0.001584544,0.001055062,0.2344496],"genre_scores_gemma":[0.005313717,0.02269616,0.0008693112,0.04133336,0.3641617,0.0001955101,0.001709272,0.0005814774,0.5631395],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.353443,"threshold_uncertainty_score":0.9222351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879287761326875,"score_gpt":0.2402686940203917,"score_spread":0.2214758164071229,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}